He stared out the window, the city lights blurring through the rain-streaked glass. The lawyer’s words echoed in his head: “Your father… a son, born out of wedlock.” David clenched his fists. It was a lie. A fabrication. His father, a man of unwavering morals, would never do such a thing.

His jaw ached from the effort of holding his teeth together. He considered calling the lawyer, demanding proof, but he immediately shook his head. He wouldn't dignify the claims with a response. He would pretend it hadn’t happened. He would go on with his life as if nothing had changed. The rain continued its relentless drumming, mirroring the relentless beat of his own defiance.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391